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Super-Resolution research benchmarks – Page 14 · SOTA2 Research

Super-Resolution

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LLaRS Super-Resolution

2.11SAM

8

Apr 8, 2026

Multi-organ histopathology (test)

26.52PSNR

8

Mar 20, 2026

Colon tissue x4 SR (Entirely unseen)

31.9PSNR

8

Mar 20, 2026

HCP SR x4 N=200 (test)

25PSNR

8

Mar 5, 2026

0.012Avg Performance Metric

8

Feb 26, 2026

0.012Average Error

8

Feb 26, 2026

27.38PSNR

8

Feb 26, 2026

Chikusei 4x scale (test)

32.528MPSNR

8

Feb 26, 2026

Chikusei 2x scale (test)

38.748MPSNR

8

Feb 26, 2026

0.058LPIPS

8

May 8, 2026

Super-Resolution (SR)

96F8 (Recall)

8

Feb 26, 2026

General100 4x (test)

30.482PSNR

8

Jun 4, 2026

ImageNet first 1K images (val)

25.2Top-1 Error

8

Feb 26, 2026

Super-Resolution Runtime 64x64 to 512x512

0.026Runtime

8

Feb 26, 2026

PROBA-V RED (test)

50mPSNR (dB)

8

Feb 26, 2026

PROBA-V NIR (test)

47.84mPSNR (dB)

8

Feb 26, 2026

DIV2K + Flickr2k (test)

29PSNR

7

May 27, 2026

CelebA 256x256 (test)

23.04PSNR

7

May 12, 2026

Smoke Buoyancy 32 → 128

0.19RL2 Score

7

May 8, 2026

Turbulent Channel Flow 64 -> 192 super-resolution

0.006RL2

7

May 8, 2026

ImageNet x16 256x256 (val)

19.09PSNR

7

Apr 21, 2026

ImageNet x4 256x256 (val)

24.99PSNR

7

Apr 21, 2026

DIV8K x4 x 3 x 1.5

0.45LPIPS

7

Apr 20, 2026

0.501LPIPS

7

Apr 20, 2026

0.495LPIPS

7

Apr 20, 2026

Page 14 of 25

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Set14 DIV2K Urban100 FFHQ Set5

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